Geometry in non-positive curvature is a vast landscape. But some examples are familiar: Euclidean spaces, hyperbolic spaces, or more combinatorial objects like trees. What makes these classical geometries so special? In harmonic analysis, there are also very fundamental archetypes, such as the Fourier transform or spherical functions. We will discuss a bridge between these two worlds from the perspective of group theory.